Single-cell trajectories reconstruction, exploration and mapping of omics data with STREAM.
Nat Commun
; 10(1): 1903, 2019 04 23.
Article
en En
| MEDLINE
| ID: mdl-31015418
Single-cell transcriptomic assays have enabled the de novo reconstruction of lineage differentiation trajectories, along with the characterization of cellular heterogeneity and state transitions. Several methods have been developed for reconstructing developmental trajectories from single-cell transcriptomic data, but efforts on analyzing single-cell epigenomic data and on trajectory visualization remain limited. Here we present STREAM, an interactive pipeline capable of disentangling and visualizing complex branching trajectories from both single-cell transcriptomic and epigenomic data. We have tested STREAM on several synthetic and real datasets generated with different single-cell technologies. We further demonstrate its utility for understanding myoblast differentiation and disentangling known heterogeneity in hematopoiesis for different organisms. STREAM is an open-source software package.
Texto completo:
1
Banco de datos:
MEDLINE
Asunto principal:
Algoritmos
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Células Madre Hematopoyéticas
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Linaje de la Célula
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Genómica
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Análisis de la Célula Individual
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Transcriptoma
Límite:
Animals
Idioma:
En
Año:
2019
Tipo del documento:
Article